Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "52"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 52 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 36 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 34 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 52, Node N03:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459851 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 8.272481 7.230625 2.527672 2.730557 3.074247 0.304081 0.285697 1.675377 0.7787 0.7666 0.3264 3.748794 3.388753
2459850 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 8.923400 8.348063 2.886105 2.421972 6.168597 -0.997932 1.235952 0.027002 0.7574 0.7726 0.3492 2.753331 2.492724
2459849 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 10.145615 9.183918 3.752743 1.097697 7.980807 -1.145375 2.455919 -0.143462 0.7561 0.7658 0.3532 3.902878 3.470523
2459848 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 9.937407 8.996734 2.385784 2.299420 5.206761 -1.050432 0.592566 -0.197225 0.7333 0.7654 0.3799 3.319557 3.035785
2459847 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 10.614490 9.843744 -0.140176 0.049349 2.227190 -0.308617 0.335741 -0.625581 0.7454 0.7073 0.4199 3.001608 2.739376
2459846 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 9.579192 7.999066 -0.213549 -0.302428 2.946932 0.676763 1.478402 -0.431798 0.8507 0.7016 0.4670 3.311625 2.789124
2459845 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 11.924296 10.856385 1.345797 0.159094 16.580859 -0.183193 25.786917 3.759216 0.7432 0.7652 0.3714 3.794448 4.233953
2459844 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 22.225167 15.986336 20.234231 16.670714 177.126098 105.426069 132.362854 79.531240 0.0255 0.0230 0.0011 nan nan
2459843 RF_maintenance 100.00% 0.66% 0.66% 0.00% 100.00% 0.00% 9.546064 10.165408 1.891305 -0.757352 23.625247 1.929301 83.450993 4.862747 0.7542 0.7661 0.3771 4.611769 4.215529
2459840 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 76.036534 59.781583 16.425332 14.210240 8.396959 4.757040 20.873789 15.423021 0.0222 0.0202 0.0014 nan nan
2459839 RF_maintenance 100.00% - - - - - 19.807632 15.603500 39.548296 34.758432 3.076247 1.956930 27.884262 20.352981 nan nan nan nan nan
2459838 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 10.452127 9.060696 1.433126 0.146363 11.854586 0.658077 1.351619 0.506674 0.7679 0.7214 0.3819 5.935476 5.408078
2459836 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0322 0.0310 0.0011 nan nan
2459835 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - -0.997738 -0.517669 2.253785 0.575359 5.068024 -0.547627 3.679457 1.469349 0.0313 0.0310 0.0008 nan nan
2459833 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 6.236887 4.518939 8.272565 6.938327 3.613295 0.007756 14.062350 8.401923 0.0246 0.0236 0.0010 nan nan
2459832 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 13.189805 10.735482 0.194753 -0.298396 3.616832 -0.860846 1.382069 0.149262 0.8172 0.5532 0.5652 3.407247 3.042549
2459831 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 19.736520 15.695324 42.291937 37.273925 4.404646 2.384198 20.629681 14.446747 0.0224 0.0205 0.0011 nan nan
2459830 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 12.086160 10.311010 1.231779 -0.082815 3.661880 -1.326788 1.882282 0.655664 0.8168 0.5667 0.5426 5.306006 4.572636
2459829 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 16.061188 14.063229 3.177883 0.211435 8.988212 -0.553395 5.505592 2.048000 0.7707 0.6843 0.3938 16.508811 14.445772
2459828 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 10.142289 8.176693 2.526502 0.281375 1.964637 -0.868571 4.112226 3.496295 0.8132 0.5738 0.5287 5.340046 5.260242
2459827 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 12.401689 10.976249 2.199552 0.249250 5.241054 0.371830 0.294880 -0.639949 0.7768 0.6914 0.3945 14.603412 12.336965
2459826 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 8.826469 7.650326 1.103716 0.006731 2.723052 -1.407010 2.424307 1.818370 0.8114 0.5906 0.5076 8.996297 10.436701
2459825 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 9.315766 8.064467 0.300468 0.114912 0.834837 -0.942607 -0.369216 -0.612798 0.8123 0.5994 0.5081 6.248912 5.394365
2459824 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 11.371693 9.818135 1.153257 0.284989 0.568116 -0.934492 0.747127 0.704082 0.7511 0.7535 0.3429 8.601732 7.327025
2459823 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 6.450111 5.767260 0.122859 0.068141 2.015915 -0.895345 0.771404 4.048611 0.7826 0.6635 0.4409 52.452986 35.555434
2459822 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 8.319739 7.560948 1.050507 0.138901 1.581811 -1.037183 0.712223 -0.647768 0.8139 0.6285 0.4928 5.456208 5.543786
2459821 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 8.458586 7.667712 1.106520 -0.038851 1.663133 -0.788239 -0.696761 -0.733707 0.8102 0.6468 0.4946 5.786361 4.396454
2459820 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 11.281427 10.550016 2.023719 0.143290 15.623165 0.415849 3.406238 2.252369 0.7901 0.7176 0.3963 3.883301 3.999510
2459817 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 6.872654 6.261614 0.648206 -0.110738 2.843233 -0.673592 -0.074841 -0.048197 0.8228 0.6882 0.4850 3.967907 3.887831
2459816 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 8.712973 7.448970 0.281801 -0.080330 1.054136 -0.961280 1.139650 2.265762 0.8504 0.6133 0.5818 3.530607 3.194201
2459815 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 6.374297 5.974706 -0.200005 -0.097487 1.162073 0.327081 1.793406 2.600394 0.8166 0.6977 0.4932 3.621074 3.210298
2459814 RF_maintenance 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 12.835179 13.858857 0.968687 -0.300875 16.885977 0.874819 5.417107 3.775288 0.8116 0.7662 0.3687 7.787622 10.424492

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 52: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
52 N03 RF_maintenance ee Shape 8.272481 8.272481 7.230625 2.527672 2.730557 3.074247 0.304081 0.285697 1.675377

Antenna 52: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
52 N03 RF_maintenance ee Shape 8.923400 8.923400 8.348063 2.886105 2.421972 6.168597 -0.997932 1.235952 0.027002

Antenna 52: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
52 N03 RF_maintenance ee Shape 10.145615 10.145615 9.183918 3.752743 1.097697 7.980807 -1.145375 2.455919 -0.143462

Antenna 52: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
52 N03 RF_maintenance ee Shape 9.937407 8.996734 9.937407 2.299420 2.385784 -1.050432 5.206761 -0.197225 0.592566

Antenna 52: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
52 N03 RF_maintenance ee Shape 10.614490 9.843744 10.614490 0.049349 -0.140176 -0.308617 2.227190 -0.625581 0.335741

Antenna 52: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
52 N03 RF_maintenance ee Shape 9.579192 9.579192 7.999066 -0.213549 -0.302428 2.946932 0.676763 1.478402 -0.431798

Antenna 52: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
52 N03 RF_maintenance ee Temporal Discontinuties 25.786917 10.856385 11.924296 0.159094 1.345797 -0.183193 16.580859 3.759216 25.786917

Antenna 52: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
52 N03 RF_maintenance ee Temporal Variability 177.126098 22.225167 15.986336 20.234231 16.670714 177.126098 105.426069 132.362854 79.531240

Antenna 52: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
52 N03 RF_maintenance ee Temporal Discontinuties 83.450993 10.165408 9.546064 -0.757352 1.891305 1.929301 23.625247 4.862747 83.450993

Antenna 52: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
52 N03 RF_maintenance ee Shape 76.036534 76.036534 59.781583 16.425332 14.210240 8.396959 4.757040 20.873789 15.423021

Antenna 52: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
52 N03 RF_maintenance ee Power 39.548296 15.603500 19.807632 34.758432 39.548296 1.956930 3.076247 20.352981 27.884262

Antenna 52: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
52 N03 RF_maintenance ee Temporal Variability 11.854586 9.060696 10.452127 0.146363 1.433126 0.658077 11.854586 0.506674 1.351619

Antenna 52: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
52 N03 RF_maintenance ee Temporal Variability 5.068024 -0.517669 -0.997738 0.575359 2.253785 -0.547627 5.068024 1.469349 3.679457

Antenna 52: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
52 N03 RF_maintenance ee Temporal Discontinuties 14.062350 4.518939 6.236887 6.938327 8.272565 0.007756 3.613295 8.401923 14.062350

Antenna 52: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
52 N03 RF_maintenance ee Shape 13.189805 13.189805 10.735482 0.194753 -0.298396 3.616832 -0.860846 1.382069 0.149262

Antenna 52: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
52 N03 RF_maintenance ee Power 42.291937 19.736520 15.695324 42.291937 37.273925 4.404646 2.384198 20.629681 14.446747

Antenna 52: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
52 N03 RF_maintenance ee Shape 12.086160 12.086160 10.311010 1.231779 -0.082815 3.661880 -1.326788 1.882282 0.655664

Antenna 52: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
52 N03 RF_maintenance ee Shape 16.061188 14.063229 16.061188 0.211435 3.177883 -0.553395 8.988212 2.048000 5.505592

Antenna 52: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
52 N03 RF_maintenance ee Shape 10.142289 8.176693 10.142289 0.281375 2.526502 -0.868571 1.964637 3.496295 4.112226

Antenna 52: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
52 N03 RF_maintenance ee Shape 12.401689 12.401689 10.976249 2.199552 0.249250 5.241054 0.371830 0.294880 -0.639949

Antenna 52: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
52 N03 RF_maintenance ee Shape 8.826469 7.650326 8.826469 0.006731 1.103716 -1.407010 2.723052 1.818370 2.424307

Antenna 52: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
52 N03 RF_maintenance ee Shape 9.315766 8.064467 9.315766 0.114912 0.300468 -0.942607 0.834837 -0.612798 -0.369216

Antenna 52: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
52 N03 RF_maintenance ee Shape 11.371693 11.371693 9.818135 1.153257 0.284989 0.568116 -0.934492 0.747127 0.704082

Antenna 52: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
52 N03 RF_maintenance ee Shape 6.450111 5.767260 6.450111 0.068141 0.122859 -0.895345 2.015915 4.048611 0.771404

Antenna 52: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
52 N03 RF_maintenance ee Shape 8.319739 8.319739 7.560948 1.050507 0.138901 1.581811 -1.037183 0.712223 -0.647768

Antenna 52: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
52 N03 RF_maintenance ee Shape 8.458586 7.667712 8.458586 -0.038851 1.106520 -0.788239 1.663133 -0.733707 -0.696761

Antenna 52: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
52 N03 RF_maintenance ee Temporal Variability 15.623165 11.281427 10.550016 2.023719 0.143290 15.623165 0.415849 3.406238 2.252369

Antenna 52: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
52 N03 RF_maintenance ee Shape 6.872654 6.872654 6.261614 0.648206 -0.110738 2.843233 -0.673592 -0.074841 -0.048197

Antenna 52: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
52 N03 RF_maintenance ee Shape 8.712973 7.448970 8.712973 -0.080330 0.281801 -0.961280 1.054136 2.265762 1.139650

Antenna 52: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
52 N03 RF_maintenance ee Shape 6.374297 5.974706 6.374297 -0.097487 -0.200005 0.327081 1.162073 2.600394 1.793406

Antenna 52: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
52 N03 RF_maintenance nn Shape nan nan nan nan nan nan nan nan nan

Antenna 52: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
52 N03 RF_maintenance ee Temporal Variability 16.885977 13.858857 12.835179 -0.300875 0.968687 0.874819 16.885977 3.775288 5.417107
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